Pericarp thickness of sorghum whole grain is accurately predicted by NIRS and can affect the prediction of other grain quality parameters. (May 2016)
- Record Type:
- Journal Article
- Title:
- Pericarp thickness of sorghum whole grain is accurately predicted by NIRS and can affect the prediction of other grain quality parameters. (May 2016)
- Main Title:
- Pericarp thickness of sorghum whole grain is accurately predicted by NIRS and can affect the prediction of other grain quality parameters
- Authors:
- Guindo, Diarah
Davrieux, Fabrice
Teme, Niaba
Vaksmann, Michel
Doumbia, Mohamed
Fliedel, Geneviève
Bastianelli, Denis
Verdeil, Jean-Luc
Mestres, Christian
Kouressy, Mamoutou
Courtois, Brigitte
Rami, Jean-Francois - Abstract:
- Abstract: The thickness of grain pericarp, the outer layer of the kernel, is an important breeding criterion for sorghum. This cereal is mainly used through traditional processing in family-based food systems in many regions of the world. We investigated in this study how pericarp thickness could be predicted by Near Infrared Reflectance Spectroscopy (NIRS), a fast and non-destructive measurement method that is commonly used to measure physico-chemical parameters of sorghum grains, and how this trait also influences the prediction of those parameters. We showed that, using a classification approach, it was possible to discriminate thick from thin pericarp whole grain samples with a good accuracy and that the proportion of thin and thick grains in mixed samples could also be predicted. In addition, pericarp thickness had a significant effect on the calibration performance for other grain parameters indicating that the pericarp can distort spectral information of whole grain samples. As a practical consequence, we suggest to develop separate whole grain calibration models for thin and thick pericarp samples, combined with a two-steps prediction approach to improve the accuracy of whole grain NIRS calibrations for grain quality parameters in sorghum. Highlights: High throughput discrimination between thick and thin pericarp sorghum grains by NIRS. The proportion of thick/thin pericarp grains can be predicted by NIRS quantification model. Thick pericarp disturbs the predictionAbstract: The thickness of grain pericarp, the outer layer of the kernel, is an important breeding criterion for sorghum. This cereal is mainly used through traditional processing in family-based food systems in many regions of the world. We investigated in this study how pericarp thickness could be predicted by Near Infrared Reflectance Spectroscopy (NIRS), a fast and non-destructive measurement method that is commonly used to measure physico-chemical parameters of sorghum grains, and how this trait also influences the prediction of those parameters. We showed that, using a classification approach, it was possible to discriminate thick from thin pericarp whole grain samples with a good accuracy and that the proportion of thin and thick grains in mixed samples could also be predicted. In addition, pericarp thickness had a significant effect on the calibration performance for other grain parameters indicating that the pericarp can distort spectral information of whole grain samples. As a practical consequence, we suggest to develop separate whole grain calibration models for thin and thick pericarp samples, combined with a two-steps prediction approach to improve the accuracy of whole grain NIRS calibrations for grain quality parameters in sorghum. Highlights: High throughput discrimination between thick and thin pericarp sorghum grains by NIRS. The proportion of thick/thin pericarp grains can be predicted by NIRS quantification model. Thick pericarp disturbs the prediction of physico-chemical traits by NIRS of whole grain. A two-steps prediction approach can improve the accuracy of whole grain NIRS calibrations. … (more)
- Is Part Of:
- Journal of cereal science. Volume 69(2016)
- Journal:
- Journal of cereal science
- Issue:
- Volume 69(2016)
- Issue Display:
- Volume 69, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 69
- Issue:
- 2016
- Issue Sort Value:
- 2016-0069-2016-0000
- Page Start:
- 218
- Page End:
- 227
- Publication Date:
- 2016-05
- Subjects:
- Sorghum grain -- Pericarp -- NIRS
Grain -- Periodicals
Cereal products -- Periodicals
Céréales -- Périodiques
Produits céréaliers -- Périodiques
Cereal products
Grain
Periodicals
664.705 - Journal URLs:
- http://www.sciencedirect.com/science/journal/07335210 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jcs.2016.03.008 ↗
- Languages:
- English
- ISSNs:
- 0733-5210
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4955.105000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 7468.xml